user
Create a Jupyter Notebook to explore a dataset.

Additional Context:
housing_data.csv

Answer:
assistant
Create a new Jupyter Notebook with the following steps:
1. Import the housing_data.csv and other required libraries.
2. Use functions such as head, info, describe and/or distplot to explore the data.
3. Use data cleaning functions or methods such as fillna, dropna, and/or replace to clean and prepare the data.
4. Use transformation functions such as map, apply, and/or groupby to create new features and data points.
5. Use plotting functions to visualize data insights.
6. Develop predictive models to make predictions on the data.